mcpbeat Sign in

Model Ledger MCP Server

local only

Model Ledger runs on your own machine — the client starts it, so there is no endpoint to ping. 922 installs a week from pypi. Last commit 21 Jul 2026.

Model inventory and governance: trace deployed models and their dependencies as an append-only log

Installs per day peak 459 · avg 57 · +299% w/w
a month agotoday
922
Installs / week
pypi · model-ledger
17
Stars
3 open issues
21 Jul 2026
Last commit
from GitHub
Apache-2.0
License
Python

What the code does

We read the source, 5 d ago · rules 995398eba69f

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

            obj = pickle.load(f)  # noqa: S301

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add model-ledger -- uvx model-ledger
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "model-ledger": {
      "command": "uvx",
      "args": [
        "model-ledger"
      ]
    }
  }
}
~/.codex/config.toml
[mcp_servers.model-ledger]
command = "uvx"
args = ["model-ledger"]
.cursor/mcp.json
{
  "mcpServers": {
    "model-ledger": {
      "command": "uvx",
      "args": [
        "model-ledger"
      ]
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "model-ledger": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "model-ledger"
      ]
    }
  }
}

Alternatives to Model Ledger

same job, measured the same way
Onde Inference CLI
by ondeinference

Manage your Onde Inference account and models: apps, model catalog, fine-tuned GGUF deploys.

35 installs/wk local only
ZopDev MCP
by zop

Cloud cost, inventory and governance on AWS/Azure/GCP. Read-only by default, optional scoped writes

answering
Offline MCP
by gabrielmahia

Local AI over Ollama for low connectivity: status, local inference, model and deployment guides.

241 installs/wk local only
Forward Deployed
by forwardeployed

Research, strategy, financial models and decks, priced and approved per job, in your AI assistant

answering
Gheima
by gheima

Deploy and run apps, databases and storage on the Gheima platform, billed in MAD.

26 installs/wk answering
DEEPBOM
by junhwan-kwon

Browser-local and CLI static evidence for deployed AI model artifacts.

199 installs/wk 7 tools answering
ProdHub Application Delivery
by swadeshitech

Deploy and diagnose applications in governed Kubernetes Preview Spaces through authenticated MCP.

answering
Apphost Port
by cloudcorprecords

Render services, deploys, env vars and logs as MCP tools.

local only

Model Ledger — questions

Answers built from our own checks of this server.

Why is there no uptime for Model Ledger?
Model Ledger runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package model-ledger was installed 922 times last week.
How do I connect Model Ledger?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It runs locally, so the command pulls model-ledger straight from pypi; nothing to host, nothing to sign up for.
How many people use Model Ledger?
The pypi package model-ledger was installed 922 times in the last week. Week over week that is +299%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Model Ledger open source?
Yes — it is published under the Apache-2.0 licence, written in Python, 17 stars on GitHub and 3 open issues. The source link is on this page, so you can read exactly what it does with your data before you connect it.